M8ven's public index of MCPs we've independently looked at. M8ven Verified is our verification program — each MCP can earn one or more tiers (behavior, code, or publisher).
M8ven Verified — three independent tiers
Behavior Verified
We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
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We inspected the source code and checked that its capabilities match what the tool descriptions claim.
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The author of the MCP submitted it and confirmed ownership. Pairs with behavior or code for full trust.
Each MCP can earn one, two, or all three tiers independently.
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Resume MCP Agent
by bugparty
Enables AI clients to manage resumes, match job descriptions, and generate tailored PDF resumes.
bugparty/resume-mcp-server
mytool3
by reory
A lightweight MCP server that bridges Claude AI with local Python execution, enabling personalized greetings and demonstrating local tool integration.
reory/mcp-server
mcp-xiaozhi-server
by 104gogo
Enables to modify and manage XiaoZhi platform agents, including changing LLM, TTS, voice, role template, and name, as well as retrieving agent list information.
104gogo/mcp-xiaozhi-server
vmd-mcp
by omararias-gaguancela
Enables control of VMD2 for molecular dynamics analysis through natural language, allowing users to load structures, set representations, measure distances, compute RMSD, and render images without Tcl scripting.
OmarArias-Gaguancela/vmd-mcp
mcp-pubmed
by benoitleq
An MCP server that provides direct access to PubMed and PubMed Central via the NCBI E-utilities API. It enables AI models to search biomedical literature, retrieve detailed article metadata, and download open-access full texts.
benoitleq/mcp-pubmed
iOS MCP Server
by harshaneigapula
Allows LLMs to access, scan, and search photos on connected iOS devices via USB using libimobiledevice and ChromaDB. It supports semantic search, metadata filtering, and automated file organization for efficient media management.
harshaneigapula/ios_mcp
midi-composer-mcp
by voho
Provides atomic music-theory and MIDI tools for composing, enabling LLMs to chain deterministic steps like scale/chord lookups, degree resolution, rhythm generation, and MIDI rendering.
voho/midi-composer-mcp
Carrier Accounting MCP
by pramodmisra
Automates ingestion, normalization, validation, review, and posting of insurance carrier statements to Applied Epic, with safety features like trial mode and human review queues.
pramodmisra/carrier-accounting-mcp
moe-mcp
by tiennt235
Enables querying a team of domain experts with automatic routing and traceable citations for accurate answers.
tiennt235/moe
UK Business Tools - Ledgerhall
by paulieb89
Once connected, your AI agent can: Check any UK company — directors, shareholders, filing history, disqualified officers Research property — comparable sales, EPC ratings, Rightmove listings, rental yields, stamp duty Search case law and legislation — court judgments, Acts, Hansard debates, HMRC guidance Query GOV.UK — search 700k+ pages, resolve postcodes to councils, find policy
paulieb89/uk-business-mcp
OneMap MCP Server
by linzele
Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.
linzele/mcp-onemap
musescore-mcp
by strongbeen04
Enables Claude AI to convert, edit, and analyze MuseScore files (.mscz, .musicxml, MIDI) through natural language commands, supporting format conversion, transposition, harmony analysis, and more.
strongbeen04/MUSESCORE-MCP
MCP Product Search Server
by hwqlet
Enables product search functionality via MCP, allowing Claude to search products by keyword with filters, list categories, and retrieve product details.
hwqlet/mcp-product-search
Minimal MCP Server
by vijayliebe
A minimal MCP server boilerplate in Python for testing client-server communication, providing a simple 'hello' tool to verify connection.
vijayliebe/MCP_boilerplate
mcp-fileencoding
by jidzhang
Enables AI assistants to read and write non-UTF-8 files (e.g., GBK, GB18030) on Windows by automatically detecting and converting encodings, preventing garbled text.
jidzhang/mcp-fileencoding
blueprint-mcp
by kasun2006
📊 Generate diagrams for codebases and system architecture with Blueprint MCP, integrating easily with Arcade tools like HubSpot and Google Drive.
Kasun2006/blueprint-mcp
Stock Market Real-Time Analyzer
by anshika1109
An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.
anshika1109/stock-market-analyzer
OmniMCP
by openadaptai
OmniMCP uses Microsoft OmniParser and Model Context Protocol (MCP) to provide AI models with rich UI context and powerful interaction capabilities.
OpenAdaptAI/OmniMCP
Vizdown-MCP
by rutika196
Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.
rutika196/clarity-beta
tradingview-mcp-india
by kumarakshay2456
Enables Indian stock-market (NSE/BSE) analysis via TradingView data, including top gainers, technical analysis, and backtesting tools.
kumarakshay2456/tradingview-mcp-india
Document Organizer MCP
by bigbabyfilmrentals-tech
Enables agents to manage and organize local documents by listing, inspecting, extracting text, searching, and renaming files, with optional Google Drive integration.
bigbabyfilmrentals-tech/document-organizer-mcp
LuckyCola MCP Server
by mingle98
Provides image compliance checking, recipe lookup, file operations (read/write/rename/delete), image compression, OCR text extraction, and JSON/Excel conversion through the LuckyCola platform API.
mingle98/luckycola-mcp
EAG MCP Demo
by skinnymonk
A FastMCP server with web search, local notes CRUD, and a generative UI dashboard using Prefab.
SkinnyMonk/mcp-server
Modular RAG MCP Server
by nobitalqs
A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI assistants like GitHub Copilot and Claude Desktop.
nobitalqs/MODULAR-RAG-MCP-SERVER
CanvasXpress MCP Server
by neuhausi
Converts natural language descriptions into validated CanvasXpress JSON configurations for chart generation using RAG and a built-in visualization knowledge base. It supports over 70 chart types and ensures generated configs are compatible with provided data headers and column types.
neuhausi/canvasxpress-mcp
sample-mcp-server
by swaroop1769
A minimal MCP server demo in Python that exposes five tools for arithmetic and a simulated long-running process.
Swaroop1769/sample-mcp-server
hokan MCP Server
by shinonft
An unofficial MCP server that integrates with the hokan Insurance CRM API v2 to manage customer data, schedules, and tasks. It also features specialized tools for Japanese insurance law compliance, including intent confirmation and regulatory check generation.
SHINONFT/hokan-mcp
Instagram MCP Server
by halexandra45
Enables AI agents to access Instagram Business account analytics and insights, including follower demographics, post performance, and audience reach.
halexandra45/instagram-mcp
Concierge Voyage MCP
by wassima-azzouzi
An interactive travel planning server that integrates flight searching, weather forecasting, and route calculation through external APIs like Amadeus and OpenWeather. It uses the Model Context Protocol to enable AI assistants to autonomously manage travel logistics and discover local services.
wassima-azzouzi/concierge-voyage-mcp
Dice Roller MCP Server
by swayam-mishra
Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.
swayam-mishra/MCP
KSJ MCP Server
by chavezailabs
Converts handwritten journal photos into a searchable, AI-powered local knowledge base using Tesseract OCR. It enables users to query their notes, track insights, and export data through MCP-compatible AI assistants while maintaining complete local data privacy.
ChavezAILabs/ksj-mcp
Semantic Search MCP Server
by camilojourney
Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.
camilojourney/holusight
hexmux
by chichou
MCP server that enables AI agents to control IDA Pro instances via Unix-socket supervisor, providing tools for decompilation, disassembly, and Python scripting.
ChiChou/hexmux
recon-mcp
by tobiasguta
A local Python MCP server for safe, human-led bug bounty recon, providing lightweight helpers for scope checks, headers, robots.txt, sitemap.xml, JavaScript URL collection, endpoint extraction, URL deduplication, evidence notes, and manual test planning.
tobiasGuta/recon-mcp
Lunch Money MCP Server
by sharph
Enables interacting with the Lunch Money personal finance API through MCP tools for retrieving user info, transactions, and performing calculations, with minimal response sizes.
sharph/lunchmoney-mcp-mini
mcp-annuities-server
by btholath
Enables retrieval of annuity client data, payout calculations, and portfolio analysis, with prompt templates for generating client reviews, summaries, and reports.
btholath/mcp-annuities-server
Enterprise Financial Compliance Audit Framework
by nikhil-sharma-dotcom
A production-grade MCP server that automates financial compliance audits by combining LLMs with structured analysis, enabling policy validation, risk profiling, and automated reporting.
nikhil-sharma-dotcom/MCP-Server
MCP Agent with Web Search Integration
by swastikmaiti
Enables interaction with an AI assistant powered by GPT-4o that can answer queries and fetch real-time web search data via Serper API.
swastikmaiti/ModelContextProtocol-MCP
RankedLM MCP Server
by ezeh8
An auditable MCP gateway with JWT authentication and PostgreSQL audit logs, exposing 4 tools for permission validation, audit logging, access request, and history queries.
Ezeh8/rankedlm-tool-access-controller
Google Sheets Kanban MCP Server
by mayronjr
Enables task management and Kanban board tracking using Google Sheets as a database via the Model Context Protocol. It supports advanced filtering, batch operations, and full lifecycle management of project tasks within a spreadsheet.
mayronjr/mcp-server-project-tracker
vision_mcp
by rongtianjie
Enables LLMs like DeepSeek to understand images by calling external vision models via OpenAI-compatible API. Provides tools to describe images or diagnose connectivity.
rongtianjie/vision_mcp
appium-mcp-server
by argneshu
Provides Appium mobile automation capabilities to Claude and other MCP-compatible clients, enabling cross-platform iOS and Android automation, element interaction, and session management.
argneshu/appium-mcp-server
rocketmatter-mcp
by rosenadvertising
Enables interaction with Rocketmatter legal practice management via natural language, covering matters, clients, tasks, time, invoices, calendar, documents, and trust accounting.
RosenAdvertising/rocketmatter-mcp
MCP-Server-for-CFD
by davefan-nchc
Provides aerodynamic analysis tools through MCP, enabling geometry generation, meshing, CFD solving, and visualization for 2D airfoils.
DaveFan-NCHC/MCP-Server-for-CFD
Taipei Zoo Guide (mcp-tw-zoo)
by simonliu-moltbot
Provides information about animals at the Taipei Zoo, including their habits, habitats, and distribution across various park areas. It enables users to search for specific animals and browse regional guides using data from the Taipei City Open Data platform.
simonliu-moltbot/mcp-tw-zoo
screenshot-vision-mcp
by avs845
An MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually inspect web pages and desktop applications without sending image data externally.
AVS845/screenshot-vision-mcp
ruvos_old
by dgdev25
rUvOS — the agentic operating system. A single static Rust binary that runs as an MCP server, giving Claude Code persistent memory, resumable signed sessions, multi-agent orchestration, a knowledge graph, safety guardrails, and a signed audit trail. Zero Node.js, zero SQLite, zero daemon.
dgdev25/ruvos_old
MCP-QA
by qa-reysser
An MCP server for the comprehensive analysis of Swagger 2.0 and OpenAPI 3.x contracts. It allows users to extract detailed information about endpoints, request/response schemas, parameters, and security configurations from API documentation.
qa-reysser/mcp-qa
Code Expert MCP Server
by lfnovo
Analyzes codebases from local directories, GitHub, and Azure DevOps, providing intelligent context to AI coding assistants through repository structure, critical files, and semantic maps.
lfnovo/code-expert-mcp
PostgreSQL MCP Server
by adelhassen
Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.
adelhassen/postgres-mcp-server
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